
AI Disclosure & Provenance Gate
An adversarial gate to verify AI-use disclosures and draft compliant provenance statements for any venue.
- Draft compliant disclosure statements for academic or journal submissions
- Verify if marketing copy requires AI-usage flags for social platforms
- Audit existing AI statements for vague or misleading language
$5
· or 25 creditsSecure checkout via Stripe
Included in download
- Draft compliant disclosure statements for academic or journal submissions
- Verify if marketing copy requires AI-usage flags for social platforms
- file_read, file_write automation included
- Ready for Codex CLI
Sample input
Review this blog post I wrote with some help from GPT-4o for a tech industry site. I haven't added any disclosure yet. Is it needed?
Sample output
VERDICT: DISCLOSE
WHY:
- Content was AI-assisted but lacks attribution.
- Tech industry norms favor transparency regarding LLM usage in editorial copy.
PRODUCTION METHOD: AI-assisted
SUGGESTED DISCLOSURE: "The author used GPT-4o to assist in drafting this article. The final content has been reviewed and edited for accuracy by the author."
PLACEMENT:
- Footer or at the end of the post.
NOTES: This is guidance based on general norms, not legal advice. Check the site's specific AI policy.
An adversarial gate to verify AI-use disclosures and draft compliant provenance statements for any venue.
$5
· or 25 creditsSecure checkout via Stripe
Included in download
- Draft compliant disclosure statements for academic or journal submissions
- Verify if marketing copy requires AI-usage flags for social platforms
- file_read, file_write automation included
- Ready for Codex CLI
- Instant install
Sample input
Review this blog post I wrote with some help from GPT-4o for a tech industry site. I haven't added any disclosure yet. Is it needed?
Sample output
VERDICT: DISCLOSE
WHY:
- Content was AI-assisted but lacks attribution.
- Tech industry norms favor transparency regarding LLM usage in editorial copy.
PRODUCTION METHOD: AI-assisted
SUGGESTED DISCLOSURE: "The author used GPT-4o to assist in drafting this article. The final content has been reviewed and edited for accuracy by the author."
PLACEMENT:
- Footer or at the end of the post.
NOTES: This is guidance based on general norms, not legal advice. Check the site's specific AI policy.
About This Skill
Catch missing AI disclosures before you publish
Many journals, news outlets, app stores, and employers now ask creators to disclose when AI tools helped produce their content. The AI Disclosure and Provenance Gate is an adversarial review layer that checks your work against these common expectations and drafts an honest, ready-to-paste statement before you hit publish or submit.
What it does
Give it your draft, code, or caption and tell it how the content was produced and where it is going. The skill classifies the production method, judges any disclosure you already have, and generates a statement matched to your venue.
- Adversarial review: it looks for vague or misleading wording, such as "may contain AI content", that does not actually inform a reader.
- Context aware: it adapts to whether you are submitting to a journal, a news outlet, an app store, or a company blog.
- Provenance mapping: it sorts production methods (human only, AI assisted, AI generated then edited, fully AI generated) so your attribution stays consistent.
Why use it
Asking an AI to "write a disclosure" often produces generic or overconfident legal sounding text. This skill follows a disciplined, step by step method to produce plain, specific statements, and it tells you where to place them. It will not help you hide genuine AI involvement, because honest disclosure is what protects your credibility.
Output
You get a structured report: a clear VERDICT (such as DISCLOSE or REVISE DISCLOSURE), a SUGGESTED DISCLOSURE block you can copy, PLACEMENT guidance, and NOTES. The bundled templates file gives reusable statements and a placement guide.
This is a review aid based on general norms, not legal advice. You are responsible for your venue's actual rules.
Use Cases
- Draft compliant disclosure statements for academic or journal submissions
- Verify if marketing copy requires AI-usage flags for social platforms
- Audit existing AI statements for vague or misleading language
- Categorize content production methods to maintain internal governance logs
Known Limitations
This is a review aid based on widely-known disclosure norms, not legal advice and not a guarantee of compliance. It does not know any specific venue's exact policy unless you paste it in, and it will not invent the tool, model, or production method - you must supply those. Always confirm your venue's actual rules before publishing, and have a human review the final disclosure.
How to Install
mkdir -p ~/.claude/skills && curl -sL https://www.agensi.io/api/install/ai-disclosure-provenance-gate -o /tmp/ai-disclosure-provenance-gate.zip && unzip -o /tmp/ai-disclosure-provenance-gate.zip -d ~/.claude/skills && rm /tmp/ai-disclosure-provenance-gate.zipFree skills install directly. Paid skills require purchase - use the download button above after buying.
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Security Scanned
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Permissions
Read Files lets the skill open the draft, document, or code file you point it at. Write Files lets it save a suggested disclosure statement or a provenance log next to your content if you ask. It needs no terminal, network, or environment access and never sends your content anywhere.
Works with any SKILL.md-compatible agent (Claude Code, Codex CLI, Cursor, VS Code Copilot, Gemini CLI, and others). No runtime, network, or external tools required - it reads only the content you provide.
Creator
PubsProToolkit builds adversarial "gate" skills for AI agents — they catch problems before your output ships, instead of just generating more. From code, security, and infrastructure to content, hiring, contracts, and finance. Built by a CMPP-certified, PhD medical writer who brings regulated-industry rigor to every domain.
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